{"id":"W2106529203","doi":"10.1016/j.pt.2014.10.004","title":"Malaria parasites prepare for flight","year":2014,"lang":"en","type":"article","venue":"Trends in Parasitology","topic":"Malaria Research and Control","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Malaria; Multicellular organism; Transmission (telecommunications); Biology; Ecology; Disease transmission; Plasmodium (life cycle); Parasite hosting; Virology; Computer science; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003116481,0.0001443919,0.0004361058,0.0003466554,0.00004709311,0.00001128674,0.0001366532,0.0001817332,0.0007037355],"category_scores_gemma":[0.0003557638,0.0001208344,0.000111558,0.0002352886,0.00008599814,0.00003898887,0.00002501685,0.0001587313,0.00005589236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003482206,"about_ca_system_score_gemma":0.00004194928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003131183,"about_ca_topic_score_gemma":0.0003459071,"domain_scores_codex":[0.9986153,0.0001110407,0.0002592957,0.0003510589,0.0001391791,0.0005240819],"domain_scores_gemma":[0.9990537,0.0002994612,0.00004880136,0.0003793423,0.00006050012,0.0001582446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003993516,0.0004826891,0.7466772,0.0001372811,0.0002161917,0.0001282761,0.0002052443,0.00002269307,0.003123242,0.1324336,0.02876452,0.0838156],"study_design_scores_gemma":[0.007777631,0.001320379,0.9186565,0.00003731481,0.0001036158,0.0001657035,0.00002369522,0.005697511,0.001478099,0.003269463,0.0612592,0.0002108589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7119549,0.0009664965,0.01051302,0.07020604,0.001166077,0.001785274,0.00005433532,0.000421044,0.2029328],"genre_scores_gemma":[0.9915874,0.00000746991,0.001773474,0.0004277652,0.0002987212,0.000276624,0.00008888853,0.00001818444,0.005521478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2796325,"threshold_uncertainty_score":0.7705411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02196813557717545,"score_gpt":0.374313794277739,"score_spread":0.3523456587005635,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}